{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multinomial Partial Dependency plot\n",
    "\n",
    "Authors Lauren DiPerna, Veronika Maurerova"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build a GLM with the Iris Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking whether there is an H2O instance running at http://localhost:54321 . connected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div style=\"overflow:auto\"><table style=\"width:50%\"><tr><td>H2O_cluster_uptime:</td>\n",
       "<td>38 mins 55 secs</td></tr>\n",
       "<tr><td>H2O_cluster_timezone:</td>\n",
       "<td>Europe/Berlin</td></tr>\n",
       "<tr><td>H2O_data_parsing_timezone:</td>\n",
       "<td>UTC</td></tr>\n",
       "<tr><td>H2O_cluster_version:</td>\n",
       "<td>3.30.0.99999</td></tr>\n",
       "<tr><td>H2O_cluster_version_age:</td>\n",
       "<td>20 hours and 1 minute </td></tr>\n",
       "<tr><td>H2O_cluster_name:</td>\n",
       "<td>mori</td></tr>\n",
       "<tr><td>H2O_cluster_total_nodes:</td>\n",
       "<td>1</td></tr>\n",
       "<tr><td>H2O_cluster_free_memory:</td>\n",
       "<td>4.916 Gb</td></tr>\n",
       "<tr><td>H2O_cluster_total_cores:</td>\n",
       "<td>8</td></tr>\n",
       "<tr><td>H2O_cluster_allowed_cores:</td>\n",
       "<td>8</td></tr>\n",
       "<tr><td>H2O_cluster_status:</td>\n",
       "<td>locked, healthy</td></tr>\n",
       "<tr><td>H2O_connection_url:</td>\n",
       "<td>http://localhost:54321</td></tr>\n",
       "<tr><td>H2O_connection_proxy:</td>\n",
       "<td>{\"http\": null, \"https\": null}</td></tr>\n",
       "<tr><td>H2O_internal_security:</td>\n",
       "<td>False</td></tr>\n",
       "<tr><td>H2O_API_Extensions:</td>\n",
       "<td>Algos, Core V3, Core V4</td></tr>\n",
       "<tr><td>Python_version:</td>\n",
       "<td>3.7.3 candidate</td></tr></table></div>"
      ],
      "text/plain": [
       "--------------------------  -----------------------------\n",
       "H2O_cluster_uptime:         38 mins 55 secs\n",
       "H2O_cluster_timezone:       Europe/Berlin\n",
       "H2O_data_parsing_timezone:  UTC\n",
       "H2O_cluster_version:        3.30.0.99999\n",
       "H2O_cluster_version_age:    20 hours and 1 minute\n",
       "H2O_cluster_name:           mori\n",
       "H2O_cluster_total_nodes:    1\n",
       "H2O_cluster_free_memory:    4.916 Gb\n",
       "H2O_cluster_total_cores:    8\n",
       "H2O_cluster_allowed_cores:  8\n",
       "H2O_cluster_status:         locked, healthy\n",
       "H2O_connection_url:         http://localhost:54321\n",
       "H2O_connection_proxy:       {\"http\": null, \"https\": null}\n",
       "H2O_internal_security:      False\n",
       "H2O_API_Extensions:         Algos, Core V3, Core V4\n",
       "Python_version:             3.7.3 candidate\n",
       "--------------------------  -----------------------------"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parse progress: |█████████████████████████████████████████████████████████| 100%\n",
      "glm Model Build progress: |███████████████████████████████████████████████| 100%\n"
     ]
    }
   ],
   "source": [
    "# Import the Iris Dataset and Build a GLM\n",
    "import h2o\n",
    "h2o.init()\n",
    "from h2o.estimators.glm import H2OGeneralizedLinearEstimator\n",
    "\n",
    "# import the iris dataset:\n",
    "# this dataset is used to classify the type of iris plant\n",
    "# the original dataset can be found at https://archive.ics.uci.edu/ml/datasets/Iris\n",
    "# iris = h2o.import_file(\"http://h2o-public-test-data.s3.amazonaws.com/smalldata/iris/iris_wheader.csv\")\n",
    "iris = h2o.import_file(\"../../smalldata/iris/iris_wheader.csv\")\n",
    "\n",
    "# convert response column to a factor\n",
    "iris['class'] = iris['class'].asfactor()\n",
    "\n",
    "# set the predictor names and the response column name\n",
    "predictors = iris.col_names[:-1]\n",
    "response = 'class'\n",
    "\n",
    "# split into train and validation\n",
    "train, valid = iris.split_frame(ratios = [.8], seed=1234)\n",
    "\n",
    "# build model\n",
    "model = H2OGeneralizedLinearEstimator(family = 'multinomial')\n",
    "model.train(x = predictors, y = response, training_frame = train, validation_frame = valid)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Specify Feature of Interest\n",
    "In the cell below, if you decide to use a different dataset, model, or features please update the following variables:\n",
    "* model\n",
    "* data_pdp\n",
    "* col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline \n",
    "\n",
    "# hide progress bar\n",
    "h2o.no_progress()\n",
    "\n",
    "# specify the model to you:\n",
    "model = model\n",
    "\n",
    "# specify the dataframe to use\n",
    "data_pdp = iris\n",
    "\n",
    "# specify the feature of interest, available features include: \n",
    "# ['sepal_len', 'sepal_wid', 'petal_len', 'petal_wid', 'class']\n",
    "# col = \"sepal_len\"\n",
    "# col = 'sepal_wid'\n",
    "col = 'petal_len'\n",
    "# col = 'petal_wid'\n",
    "\n",
    "# create a copy of the column of interest, so that values are preserved after each run\n",
    "col_data = data_pdp[col]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate a PDP per class manualy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get a list of the classes in your target\n",
    "classes = h2o.as_list(data_pdp['class'].unique(), use_pandas=False,header=False)\n",
    "classes = [class_val[0] for class_val in classes]\n",
    "\n",
    "\n",
    "# create bins for the pdp plot\n",
    "bins = data_pdp[col].quantile(prob=list(np.linspace(0.05,1,19)))[:,1].unique()\n",
    "bins = bins.as_data_frame().values.tolist()\n",
    "bins = [bin_val[0] for bin_val in bins]\n",
    "bins.sort()\n",
    "\n",
    "\n",
    "# Loop over each class and print the pdp for the given feature\n",
    "for class_val in classes:\n",
    "    mean_responses = []\n",
    "\n",
    "    for bin_val in bins:\n",
    "        # warning this line modifies the dataset.\n",
    "        # when you rerun on a new column make sure to return\n",
    "        # all columns to their original values.\n",
    "        data_pdp[col] = bin_val\n",
    "        response = model.predict(data_pdp)\n",
    "        mean_response = response[:,class_val].mean()[0]\n",
    "        mean_responses.append(mean_response)\n",
    "        mean_responses\n",
    "\n",
    "    pdp_manual = pd.DataFrame({col: bins, 'mean_response':mean_responses},columns=[col,'mean_response'])\n",
    "    plt.plot(pdp_manual[col], pdp_manual.mean_response);\n",
    "    plt.xlabel(col);\n",
    "    plt.ylabel('mean_response');\n",
    "    plt.title('PDP for Class {0}'.format(class_val));\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# reset col value to original value for future runs of this cell\n",
    "data_pdp[col] = col_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use target parameter and plot H2O multinomial PDP "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# h2o multinomial PDP class setosa\n",
    "data = model.partial_plot(data=iris, cols=[\"petal_len\"], plot_stddev=False, plot=True, targets=[\"Iris-setosa\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YqN1aT23Wemqz1lObHZ9wDu4r49CTWOTx2RMmXM+nJ4GYi3eI1+M5k5yIiIgcQTjX+OcD+WY2AC/wL6XJCSh864EzgMf8k26k4h3HXUREAlRXV8fGjRupqYm+M9RmZGSwbNmyoMsITGpqKnl5eSQnJx/T88MW/M65ejO7Be980onAI865UjO7C3jfOfcS3hmUHjKzb+IN9LvG6YhCIiKB27hxI+np6fTv3x+z4zmzd9vbvXs36enpQZcRCOccFRUVbNy4kQEDBhzTPMK6jd859yreOeab3nd7k+tLgVPCWYOIiLReTU1NVIZ+vDMzsrKy2L792DvHdeQ+ERFpkUI/Oh3v+6LgFxGRqHSkXfYmTZoUwUpadt5551FZWdnq591xxx386le/CkNFoQl6dz4REZGQ1dfXAzBnzpyIvV5SUstR+eqrr7Z4fyRrOBZa4xcRkahWUlLC5MmTueCCCxg2bBjwaW/A5s2bmTJlCqNGjWL48OHMnj37M8+fOHEipaWlB28XFRXx/vvvs2fPHq677jrGjx/P6NGjefHFFwF47LHHuOCCCzj99NM544wzDvsa/fv3p7y8HIDHH3+ckSNHcuKJJ3LllVcCsHbtWk4//XRGjhzJGWecwfr16z9T26JFi5g4cSIjR47koosuYufOnQdrvO222xg3bhz33ntvWzUloDV+ERE5ijv/XsrSTbvadJ7DenXhp+cXhjz9woULWbJkCQMGDGD37t0H73/qqacoLi7mRz/6EQ0NDezdu/czz73kkkuYMWMGd955J5s3b2bz5s2MGzeOH/7wh5x++uk88sgjVFZWMn78eM4888yDr7d48WIyMzP59a9/fcTXKC0t5e6772bOnDlkZ2ezY8cOAL7+9a9z9dVXc/XVV/PII49w66238sILLxzy3Kuuuor77ruPqVOncvvtt3PnnXdyzz33AFBbWxuWQ9RrjV9ERKLe+PHjW9x97aSTTuLRRx/ljjvu4KOPPmpxN78vfelLPPvsswDMmDGD6dOnA/Daa6/x85//nFGjRlFUVERNTc3BtfKzzjqLzMzMkF7j3//+N1/84hfJzvaOP3fgeXPnzuXyy73D11x55ZW8/fbbhzyvqqqKyspKpk6dCsDVV1/NrFmzDj5+ySWXtLKVQqM1fhEROaLWrJmHy+HOxjdlyhRmzZrFK6+8wjXXXMO3vvUt0tPTufPOOwF4+OGHGTduHFlZWSxevJi//OUvPPDAA4C3T/xzzz1HQUHBIfOcN2/eIa/X0mtcddVVYfpPPxWuMxBqjV9ERGLWunXr6NGjB1/+8pe54YYbWLhwIRdddBGLFi1i0aJFjBvnnbPmkksu4Re/+AVVVVWMHDkSgOLiYu677z4OHDfugw8+CPk1mjr99NP561//SkVFBcDBrv5JkybxzDPPAPDkk08yefLkQ56XkZFBt27dDo4Z+POf/3xw7T+ctMYvIiIxq6SkhF/+8pckJyfTuXNnHn/88Ranmz59Ot/4xjf4yU9+cvC+n/zkJ9x2222MHDmSxsZGBgwYwMsvv9zq1ygsLORHP/oRU6dOJTExkdGjR/PYY49x3333ce211/LLX/6SnJwcHn300c/M+09/+hM33XQTe/fuZeDAgS1O09bCdlrecCkoKHDLly8PuoyYojNZHRu1W+upzVovWtts2bJlnHDCCUGX0aJ4PmTvAS29P2YW0ml51dUvIiISRxT8IiIicUTBLyIiEkcU/CIi0qJYGwMWL473fVHwi4jIZ6SmplJRUaHwjzLOOSoqKkhNTT3meWh3PhER+Yy8vDw2btx4XOd9D5eamprjCr5Yl5qaSl5e3jE/X8EvIiKfkZyc3OIhcqNBSUkJo0ePDrqMmKWufhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTii4BcREYkjCn4REZE4ouAXERGJIwp+ERGROKLgFxERiSMKfhERkTgS1uA3s3PMbLmZrTKz77fw+G/NbJF/WWFmleGsR0REJN4lhWvGZpYI3A+cBWwE5pvZS865pQemcc59s8n0XwdGh6seERERCe8a/3hglXNujXOuFngGuPAI018GPB3GekREROJeOIO/N7Chye2N/n2fYWb9gAHAv8NYj4iISNwLW1d/K10KPOuca2jpQTO7EbgRICcnh5KSkgiWFvuqq6vVZsdA7dZ6arPWU5u1ntrs+IQz+MuAPk1u5/n3teRS4GuHm5Fz7kHgQYCCggJXVFTURiXGh5KSEtRmrad2az21WeupzVpPbXZ8wtnVPx/IN7MBZpaCF+4vNZ/IzIYC3YC5YaxFRERECGPwO+fqgVuAmcAyYIZzrtTM7jKzC5pMeinwjHPOhasWERER8YR1G79z7lXg1Wb33d7s9h3hrEFEREQ+pSP3iYiIxBEFv4iISBxR8IuIiMQRBb+IiEgcUfCLiIjEEQW/iIhIHFHwi4iIxBEFv4iISBxR8IuIiMQRBb+IiEgcUfCLiIjEEQW/iIhIHFHwi4iIxBEFv4iISBxR8IuIiMQRBb+IiEgcUfCLiIjEEQW/iIhIHFHwi4iIxBEFv4iISBxR8IuIiMQRBb+IiEgcUfCLiIjEEQW/iIhIHFHwi4iIxJGkoAsQiSX1DY3s2FtLRXUtO/bUUrGnlorq/Qevd01LZkzfbozu25Wszh2CLldE5DMU/BLX6hsa2bm3zgvu6v2HBPnilft5ZsMCduyppXyPd1/l3roW55Ng0LVjClX76mhodAD0y+p48EfAmL7dKMhNJzlRnWwiEiwFv7RrjY2OdTv28lFZFR9trGTjzn2HhHvlvjqc++zzzKBzEuTuryazUwpDc9PJ6tSBzE4pZHdOIfOQ6yl07ZhCYoKxr7aBj8qqWLh+Jx+s38nbq8r52wdlAKQlJzIiL+OQHwM56eoVEJHIUvBLu+GcY/3BkK9i8cYqlmyqYndNPQApSQn06ZZGVucODOmRTpYf4AfC2wtyL9C7dUxh9qy3KCqa2qoa0lISGT8gk/EDMg/WtHHnPj7YUMnCdTv5YEMlf3x7DXUN3q+NPplpjO7TjTF9uzK6bzeG9eqiXgERCSsFv8SkA4G6eGOVF/RllSwp20XVPq8rPiUxgaE907ngxF6M6J3BiLwMhvSIfFe7mdEnsyN9MjtywYm9AKipa2BJWRUfrK9k4fqdzPukgpc+3ARAh6QERuZlMLqv92NgTN9udO+SGtGaRaR9U/BL1HPOUVa5j48Ohrx3ObC9PTnRKMhN57wRPRmZl8GI3l7IpyRF55pzanIi4/pnMq7/p70Cm6tq/M0D3o+Bx95Zy4OzGgHo3TWN0X6PwHkjcumZkRZk+SIS4xT8ElUOhODijVUsKaticZn3d8eeWgCSEryQP6cwlxF+yBfkptMhKTHgyo+dmdGraxq9uqbx+ZFer8D++gZKN+06uHlg4bqdvLx4M//35ioeu3Y8I/IyAq5aRGKVgl8C5ZxjxdZq5qwu551VFSzasJPyai/kExOMIT3SOfOE7ozI68pIP+RTk2M35EPVISmRMX27MaZvt4P3Ld+ym+sem8+lD87loavGMWlwdoAVikisUvBLxG3Ysfdg0M9ZXUF59X7A2/2tqKD7we76E3p2iYuQD1VBbjrPf3USV/3xPa55dD73XDqK80b0DLosEYkxCn4Ju/Lq/cxZXcGcVeW8s7qcDTv2AZCT3oFTB2cxaVA2kwZnkdetY8CVRr8eXVKZ8ZWTuf5P8/naUwu568LhXDmxX9BliUgMUfBLm9tdU8e8NTt4Z3U5c1dX8PGW3QCkpyYxcWAW158ygFMGZzO4e2fMLOBqY09Gx2T+fP0EbnlqIT95YQnlu/dz25n5aksRCYmCX45bTV0DC9ftZM7qCt5ZXc7ijVU0NDo6JCVwUv9MvndOL04ZlM3w3hkkJiic2kJaSiJ/uHIs33/+I+59YyUVe/Zz5wXD1b4iclQKfmm1+oZGlmzaxTurypmzupz31+5kf30jiQnGiXkZfLVoEJMGZTOmX9eYHm0f7ZISE/jl9JFkdU7hD2+tYceeWn57ySi1uYgckYJfQrJtVw0zl27lreXbmfdJxcGj4Q3NTec/JvbjlMFZnNQ/k/TU5IArjS9mxg/OPYGczh24+5VlVO6dzx+uHKv3QUQOS8Evh7Vhx15mlm7hn0u2sGD9TpyDvpkd+fzIXkwalMXJg7LI1hnoosINkweS2SmF7z27mMseepdHrxmv8wCISIsU/HKI1dur+eeSLfxjyWaWlO0CYFjPLnzzzCGcOzyX/B7pAVcoh3PxmDy6dUrh5icW8MUH5vDn6yfQJ1N7SojIoRT8cc45x9LNu5i5ZAv/WLKFlduqARjdtys/OHco5wzPpV9Wp4CrlFCdVtCdJ2+YyHWPzefi/zeHP107nmG9ugRdlohEEQV/HGpsdCzaWHkw7Nfv2EuCwfgBmVwxYRjFw3U8+Fg2tl83nr3pZK565D0u+cNcHr56HBMGZgVdlohECQV/nKhvaGT+2p38c8lmZpZuZcuuGpITjUmDsrm5aBBnDeuh7fXtSH6PdJ67eRJX/nEeVz7yHvddNpriwtygyxKRKKDgb8dq6xuZs7qcR5bs51uz32DHnlo6JCUwdUgO/zmigNOH9iAjTaO/26teXdN49qZJXPvYfG5+YgH/fdEILh3fN+iyRCRgCv52Zl9tA2+t2M7M0i38a9lWdtfUk5oIZw3vxbnDc5k6JIdOHfS2x4tunVJ46ssTuOmJhXz/+Y+o2FPLV4sG6Sh/InFMCdAOOOeY98kOnn5vPa+VbmVfXQMZackUF+Zy7vBcGjYt5ewzRgddpgSkY0oSD181ju8++yG/nLmc7bv3c/vnh5Ggo/yJxCUFfwyr2lvHcws38uS8dazevof01CQuGtOb84b3ZMLATJITEwAo2bos4EolaClJCfz2S6PI6tSBR975hB17avnVF08kJSkh6NJEJMIU/DHGOccHGyp58t31vLx4E/vrGzmxT1d+MX0k54/sRVqKDtcqLUtIMH7y+RPITk/hF/9czs69tTzwH2O16UckzugTHyN219TxwqJNPDVvPcs276JjSiLTxuZx+fi+DO+dEXR5EiPMjK8WDSarUwo/eP4jLn94Ho9ecxKZnVKCLk1EIkTBH+WWlFXx5Lz1vLiojL21DZzQswt3f2E4F47qpeOxyzG75KS+dOuYwtef/oDp/lH+enfVsRtE4oGCPwrtra3n5Q838+S8dXy4sYrU5ATOH9mLyyf0ZVSfrhqRLW3i7MJc/nz9BK7/03ym/d8cHr9+PEN0SGaRdk/BH0WWb9nNU/PW8fzCMnbvr2dw98789PxhXDw6j4yOWruXtjd+QCYzvnIyVz/yHl98YC6PXXsSo/t2C7osEQkjBX/Aauoa+MeSzTw1bz3z1+4kJTGBc0fkcsWEfpzUv5vW7iXsTujZhedunsRlD73Lt//6Ia/dNoWkRI32F2mvFPwBWbO9mqffW89fF2ykcm8d/bM68sPzhjJ9bB8NtJKI65PZkR9/7gRuemIhLy7axLSxeUGXJCJhouCPoNr6Rl5fupUn561jzuoKkhKMswt7cMWEfpw8MEsHVJFAFRfoG/wWAAAgAElEQVTmUtirC/e+sZILRvU6eBwIEWlfFPwRUNfQyLMLNvL7f6+irHIfvbum8d3iAr44Lo/u6alBlycCeLv6fefsAq59bD7PLtjIZTquv0i7pOAPo/qGRv72QRm/+/dKNuzYx6g+XbnrwkKKCrqTqLV7iUJFBTmM6duV372xkotG9yY1WQeEEmlvFPxh0NDo+PuHm7j3jZV8Ur6H4b27cOc1hZxW0F2D9SSqHVjrv/zheTzz3nquOWVA0CWJSBtT8LehxkbHP5Zs4Z5/rWDltmqG5qbzhyvHcvawHgp8iRmTBmczcWAmv39zNZec1FeHgRZpZzR6pw0455hZuoXzfjebrz21EAfcf/kYXr11MsWFuQp9iTnfPruA8ur9PD53bdCliEgb0xr/cXDO8ebybfzm9RUsKdvFgOxO3HPJKM4/sZe24UtMO6l/JlOH5PDAW6u5fEJfHR5apB3RGv8xcM4xe+V2Lvq/OVz32PtU7avjl9NH8vo3p/CF0b0V+tIufPvsIezcW8ej76wNuhQRaUNa42+luasr+O3rK3hv7Q56ZaTyPxePYPrYPO3zLO3OyLyunD2sBw/NWsNVJ/eja0cdWEqkPVBahej9tTu4/KF3ueyhd1m3Yw8/u7CQN79bxGXj+yr0pd361tlDqK6t56HZa4IuRUTaiNb4j2LRhkp+8/oKZq3YTnbnFH7y+WFcMaGv9m+WuDA0twufH9mLR99Zy3WnDCCrc4egSxKR46TgP4wlZVX89vUVvPHxNrp1TOYH5w7lypP70TFFTSbx5bYz83ll8SYeeGs1P/rcsKDLEZHjpBRr5uMtu7jn9ZX8s3QLGWnJfLe4gKsn9adzBzWVxKdBOZ25eEwej89dxw2TB9Kjiw4zLRLLlGa+iur9/Nery/jbB2V0TkniG2fkc/3kAXTRbkwifOOMfF74oIz731zFXRcOD7ocETkOcR/8zjmeX1jG3a8spXp/PV+ZMoibpg7UCGaRJvpkduSSk/rw9HvruXHKQPK6dQy6JBE5RnE9HH19xV6ueuQ9vv3XDxmQ3YlXbp3M988dqtAXacEtpw/GzLjvjVVBlyIixyEu1/jrGhr549ufcM+/VpCUkMDPLizkign9SNCBd0QOq2dGGldM6Mvjc9dxU9EgBmR3CrokETkGcbfGv3hjJRf8/h1+/o+PmZyfw+vfmsKVJ/dX6IuE4OaiQaQkJnDvv1YEXYqIHKO4Cf49++v52ctL+cL971BRvZ8H/mMsD101jp4ZaUGXJhIzuqencvWk/rz44SZWbN0ddDkicgziIvjf/HgbZ/92Fn98+xMun9CXf317KucMzw26LJGY9JUpA+mUksRvX9dav0gsatfb+Lfv3s9dLy/l7x9uYnD3zjx708mM658ZdFkiMa1bpxSuP3UA976xkiVlVQzvnRF0SSLSCu1yjd85x4z5GzjzN28xc8kWvnnmEF659VSFvkgbuX7yADLSkrXWLxKD2t0a/5rt1fzwbx/x7podjO+fyX9fPILB3TsHXZZIu9IlNZmvTB3IL/65nIXrdzKmb7egSxKRELWbNf7a+kZ+/++VnHPvbEo37eJ/Lh7BMzdOVOiLhMk1k/qT3TmF37ymtX6RWNIu1vgXrt/JD577iOVbd/O5ET356fnD6K7jiYuEVceUJG4uGszPXl7K3NUVnDwoK+iSRCQEMb3Gv7umjp++uIRp/28Ou2rqePiqcdx/xRiFvkiEXDGhL7ldUvnN68txzgVdjoiEIGbX+F9fupWfvLCErbtruPrk/nynuEBn0BOJsNTkRG45fTA/fmEJs1aWB12OiIQg5tb4Gxzc/MQCvvz4+3TtmMzzN0/ijgsKFfoiAfnSuD7kdUvj169prV8kFsRc8JftbuSNj7fx3eIC/v71Uxmt0cQigUpJSuDWM/JZvLGKD7Y1BF2OiBxFzAV/SiLMvG0KXzttMMmJMVe+SLt08ejeDMjuxPMra2ls1Fq/SDSLueTM7ZSgs4KJRJmkxARuOzOfjdWOVz7aHHQ5InIEMRf8IhKdzh/Zi7zOxm//tYL6hsagyxGRw1Dwi0ibSEgwLspPYc32Pby4aFPQ5YjIYSj4RaTNjOmeyPDeXbjnjRXUaa1fJCop+EWkzZgZ3z67gA079vHX9zcGXY6ItEDBLyJtqmhIDmP7deO+f6+kpk6794lEm7AGv5mdY2bLzWyVmX3/MNN8ycyWmlmpmT0VznpEJPy8tf4hbK6q4en31gddjog0E7bgN7NE4H7gXGAYcJmZDWs2TT7wA+AU51whcFu46hGRyJk0KJtJg7K4/83V7K2tD7ocEWkinGv844FVzrk1zrla4BngwmbTfBm43zm3E8A5ty2M9YhIBH377CGUV+/n8bnrgi5FRJoIZ/D3BjY0ub3Rv6+pIcAQM3vHzN41s3PCWI+IRNDYfpkUFeTwwFur2V1TF3Q5IuIL+sw2SUA+UATkAbPMbIRzrrLpRGZ2I3AjQE5ODiUlJREuM7ZVV1erzY6B2q31mrdZUWYDJcvruP2JN7lwcEpwhUUxLWetpzY7PuEM/jKgT5Pbef59TW0E5jnn6oBPzGwF3g+B+U0ncs49CDwIUFBQ4IqKisJVc7tUUlKC2qz11G6t11Kbzd31Pv9aVcFPL59E144K/+a0nLWe2uz4hLOrfz6Qb2YDzCwFuBR4qdk0L+Ct7WNm2Xhd/2vCWJOIRNg3zxpCdW09D83WR1skGoQt+J1z9cAtwExgGTDDOVdqZneZ2QX+ZDOBCjNbCrwJfNc5VxGumkQk8obmduH8kb149J21lFfvD7ockbgX1v34nXOvOueGOOcGOef+y7/vdufcS/5155z7lnNumHNuhHPumXDWIyLBuO3MfGrqGnholtb6RYKmI/eJSNgNzOlMcWEuzy7YqGP4iwRMwS8iETF9bB4Ve2opWb496FJE4pqCX0QiYsqQHLI7p/Dsgg1Hn1hEwkbBLyIRkZyYwBdG9ebfH29jx57aoMsRiVsKfhGJmGlj86hrcLy0qPkhPUQkUhT8IhIxJ/TsQmGvLjy3UMEvEhQFv4hE1LQxeXxUVsXyLbuDLkUkLin4RSSiLhzVi6QE47mFG4MuRSQuKfhFJKKyOnfgtKHdeX5hGfXap18k4hT8IhJx08fmUV69n9kry4MuRSTuKPhFJOJOK+hOt47JPLtA3f0ikabgF5GIS0lK4MJRvXl96Vaq9tYFXY5IXFHwi0ggpo/No7ahkZcWbwq6FJG4ouAXkUAU9urC0Nx0nlN3v0hEKfhFJBBmxrQxeSzaUMmqbdVBlyMSNxT8IhKYC0f3IlH79ItElIJfRALTPT2VqUNy+NvCMhoaXdDliMQFBb+IBGramDy27KrhnVXap18kEhT8IhKoM07oTkZasrr7RSJEwS8igUpNTuT8E3vyzyVb2FWjffpFwk3BLyKBmz62D/vrG3l18eagSxFp9xT8IhK4E/MyGJTTSYfwFYkABb+IBM7MmD62D++v28na8j1BlyPSrin4RSQqXDS6NwmGBvmJhJmCX0SiQm5GKqfm5/D8wjIatU+/SNgo+EUkakwb05uyyn28u6Yi6FJE2i0Fv4hEjeLCXNI7JPGsuvtFwkbBLyJRIzU5kc+f2JN/fLSF6v31QZcj0i4p+EUkqkwfm8e+ugb+8ZH26RcJBwW/iESVMX27MSBb+/SLhIuCX0SiipkxbUxv5n2ygw079gZdjki7o+AXkahz0Zg8TPv0i4SFgl9Eok7vrmlMGpTFcws3ap9+kTam4BeRqDRtTB4bduxj/todQZci0q4o+EUkKp0zPJdOKYnq7hdpYwp+EYlKHVOSOG9ET15ZvJm9tdqnX6StKPhFJGpNH5vHntoGZpZuCboUkXZDwS8iUeuk/pn0yUzTPv0ibUjBLyJRKyHBmDYmjzmrKyir3Bd0OSLtgoJfRKLatDF5OAd/0yA/kTah4BeRqNYnsyMTBmTy3MIynNM+/SLHS8EvIlFv2tg8Pinfw8L1O4MuRSTmKfhFJOqdN6InacmJPLugLOhSRGKegl9Eol7nDkmcOzyXlz/cRE1dQ9DliMQ0Bb+IxITpY/PYvb+e15ZuDboUkZim4BeRmDBxYBa9u2qffpHjpeAXkZiQkGBcPKY3b6/czpaqmqDLEYlZCn4RiRkXj8mj0cHfPtAgP5FjpeAXkZgxILsT4/p147mFG7VPv8gxUvCLSEyZNjaPVduq+XBjVdCliMQkBb+IxJTPjexJh6QEntMgP5FjouAXkZjSJTWZ4sJcXvpwE/vrtU+/SGsp+EUk5kwfm0fVvjreWLYt6FJEYo6CX0RizimDs8ntkqp9+kWOgYJfRGJOYoJx0ZjevLViO9t2a59+kdZQ8ItITJo2Jo+GRseLH2wKuhSRmKLgF5GYNLh7Z0b16cqzC7RPv0hrKPhFJGZNG5vH8q27Kd20K+hSRGKGgl9EYtYFI3uRkpigQX4iraDgF5GYldExmbOG9eClDzdRW98YdDkiMUHBLyIxbfrYPHbsqeXN5dqnXyQUCn4RiWmT87PJSe+gQ/iKhEjBLyIxLSkxgYtG9+bfH2+jonp/0OWIRD0Fv4jEvGlj8qhvdLy4SPv0ixyNgl9EYl5BbjrDenbhlY82B12KSNRT8ItIu1BcmMvC9Tt1CF+Ro1Dwi0i7UDy8B87B60u3Bl2KSFRT8ItIu1DQI51+WR2ZWargFzkSBb+ItAtmRnFhLnNXl7Orpi7ockSiloJfRNqN4sIe1DU43vxYB/MRORwFv4i0G6P7dCMnvQOvqbtf5LAU/CLSbiQkGGcN60HJ8m3U1DUEXY5IVFLwi0i7UlyYy57aBt5ZVR50KSJRScEvIu3KyQOzSE9NYmbplqBLEYlKCn4RaVdSkhI4fWh3/rVsG/UNOlWvSHMKfhFpd4oLc9mxp5b31+0MuhSRqKPgF5F2Z+qQHFKSEtTdL9ICBb+ItDudOiQxeXA2r5VuxTkXdDkiUUXBLyLtUnFhLmWV+yjdtCvoUkSiioJfRNqlM07oToKh7n6RZhT8ItIuZXXuwEn9MxX8Is0o+EWk3SouzGXF1mo+Kd8TdCkiUUPBLyLt1tmFPQB194s0peAXkXYrr1tHhvfuouAXaULBLyLtWvGwXD5YX8nWXTVBlyISFRT8ItKuFQ/PBeD1pTpVrwgo+EWkncvv3pkB2Z3U3S/iU/CLSLtmZpxd2IO5qyuo2lcXdDkigQsp+M0szcwKwl2MiEg4FBfmUt/oePPjbUGXIhK4owa/mZ0PLAL+6d8eZWYvhbswEZG2MiqvK93TO6i7X4TQ1vjvAMYDlQDOuUXAgDDWJCLSphISjLOG9aBk+XZq6hqCLkckUKEEf51zrqrZfSGd7srMzjGz5Wa2ysy+38Lj15jZdjNb5F9uCGW+IiKtVVyYy766BmavLA+6FJFAhRL8pWZ2OZBoZvlmdh8w52hPMrNE4H7gXGAYcJmZDWth0r8450b5l4dbU7yISKgmDswiPTVJ3f0S90IJ/q8DhcB+4GlgF3BbCM8bD6xyzq1xztUCzwAXHmuhIiLHIyUpgTOGdueNZVupb2gMuhyRwJhzIfXaexN7a/GdnHNHPcG1mU0HznHO3eDfvhKY4Jy7pck01wD/A2wHVgDfdM5taGFeNwI3AuTk5IydMWNGyDULVFdX07lz56DLiDlqt9aL9jabv6We+xft5z9PSuWErMSgywGiv82ikdqsZaeddtoC59y4o02XdLQJzOwp4CagAZgPdDGze51zvzz+Mvk78LRzbr+ZfQX4E3B684mccw8CDwIUFBS4oqKiNnjp+FFSUoLarPXUbq0X7W02vraeh5e8ztbkXG4uKgy6HCD62ywaqc2OTyhd/cP8NfwvAP/AG9F/ZQjPKwP6NLmd5993kHOuwjm337/5MDA2hPmKiByTjilJTM7P4bXSLbSmt1OkPQkl+JPNLBkv+F9yztUR2qj++UC+mQ0wsxTgUuCQ/f/NrGeTmxcAy0IrW0Tk2BQX9mBTVQ0flTXfWUkkPoQS/H8A1gKdgFlm1g9vgN8ROefqgVuAmXiBPsM5V2pmd5nZBf5kt5pZqZl9CNwKXNP6f0FEJHRnntCDxATT6H6JW0fdxu+c+x3wuyZ3rTOz00KZuXPuVeDVZvfd3uT6D4AfhFaqiMjx69YphfH9M5lZupXvFg8NuhyRiAtlcF8HYBrQv9n0d4WpJhGRsCou7MEdf1/K6u3VDMrR6HCJL6F09b+It/99PbCnyUVEJCadXZgLwGulWwOuRCTyjrrGD+Q5584JeyUiIhHSq2saI3pnMLN0CzcXDQq6HJGICmWNf46ZjQh7JSIiEVRc2INFGyrZUlUTdCkiERVK8J8KLPBPtrPYzD4ys8XhLkxEJJyK/e7+15dqdL/El1C6+s8NexUiIhE2uHtnBmZ3YmbpVq48uX/Q5YhEzFHX+J1z64CuwPn+pat/n4hIzDIzzi7M5d01FVTtrQu6HJGIOWrwm9k3gCeB7v7lCTP7ergLExEJt+LCHtQ3Ot74WKP7JX6Eso3/eryz6t3uH3xnIvDl8JYlIhJ+J+Z1pUeXDjqKn8SVUILf8M7Md0CDf5+ISExLSDDOHpbLWyu2s6+24ehPEGkHQgn+R4F5ZnaHmd0JvAv8MbxliYhERnFhLjV1jcxauT3oUkQiIpTBfb8BrgV2AOXAtc65e8JdmIhIJEwYmElGWrK6+yVuhLLGf4A1+ysiEvOSExM4Y2h33li2jbqGxqDLEQm7UEb13w78CegGZAOPmtmPw12YiEiknF2YS9W+Ot77ZEfQpYiEXShr/FcAJznn7nDO/RRvVP+V4S1LRCRypg7JITU5Qd39EhdCCf5NQGqT2x2AsvCUIyISeWkpiUzOz+G10q00NrqgyxEJq1CCvwooNbPHzOxRYAlQaWa/M7Pfhbc8EZHIKC7MZcuuGhaXVQVdikhYhXKs/r/5lwNKwlOKiEhwzjyhO4kJxmulWxjVp2vQ5YiEzVGD3zn3pwPXzawb0Mc5p7PziUi70rVjChMGZDKzdAvfO2do0OWIhE0oo/pLzKyLmWUCC4GHzOw34S9NRCSyigtzWb19D6u2VQddikjYhLKNP8M5twu4GHjcOTcBODO8ZYmIRN7ZhT0ANLpf2rVQgj/JzHoCXwJeDnM9IiKB6ZmRxol5Gbym4Jd2LJTgvwuYCax2zs03s4HAyvCWJSISjLMLc/lwYxWbq/YFXYpIWIRyrP6/OudGOudu9m+vcc5NC39pIiKRV1yYC8BrpVsDrkQkPEIZ3DfEzN4wsyX+7ZE6ZK+ItFeDu3dmUE4nbeeXdiuUrv6HgB8AdQD+rnyXhrMoEZEgFRfmMu+THezcUxt0KSJtLpTg7+ice6/ZffXhKEZEJBoUF+bS0Oh44+NtQZci0uZCCf5yMxsEOAAzmw5sDmtVIiIBGpmXQc+MVHX3S7sUyiF7vwY8CAw1szLgE7wz9omItEtmxtnDevDM/A3sra2nY0ooX5UiseGIa/xmlgCMc86dCeQAQ51zpzrn1kWkOhGRgJxdmMv++kZmrdgedCkibeqIwe+cawS+51/f45zbHZGqREQCNn5AJhlpyczUbn3SzoSyjf9fZvYdM+tjZpkHLmGvTEQkQMmJCZxxQnfeWLaVuobGoMsRaTOhBP8leNv5ZwEL/Mv74SxKRCQaFBfmsqumnnlrdgRdikibCeXIfQNauAw88LiZnRXeEkVEgjElP4fU5ASN7pd2JZQ1/qP53zaYh4hI1ElLSWTqkBxeW7qFxkYXdDkibaItgt/aYB4iIlGpuDCXrbv28+HGyqBLEWkTbRH8+hksIu3WGUN7kJRgGt0v7UZbBL+ISLuV0TGZiQOzeK10C85pPUdiX1sE/9o2mIeISNQqLuzBmvI9rNpWHXQpIsctpOA3s0lmdrmZXXXgcuAx59zF4StPRCR4Zw3LBdDofmkXjhr8ZvZn4FfAqcBJ/mVcmOsSEYkauRmpjOidQclyHb5XYl8oZ54YBwxz2rglInFsypBsHnhrDbtq6uiSmhx0OSLHLJSu/iVAbrgLERGJZpPzc2hodMxdXRF0KSLHJZQ1/mxgqZm9B+w/cKdz7oKwVSUiEmXG9O1Gp5REZq3YTnGh1oUkdoUS/HeEuwgRkWiXkpTAyYOymL2yPOhSRI7LUYPfOfdWJAoREYl2k/Nz+Neybayr2EO/rE5BlyNyTEIZ1T/RzOabWbWZ1ZpZg5ntikRxIiLRZMqQHABmrdDofoldoQzu+z1wGbASSANuAO4PZ1EiItGof1ZH8rqlMUvd/RLDQjqAj3NuFZDonGtwzj0KnBPeskREoo+ZMTk/h7mrK6hraAy6HJFjEkrw7zWzFGCRmf3CzL4Z4vNERNqdqUOyqd5fzwfrdbY+iU2hBPiV/nS3AHuAPsC0cBYlIhKtTh6UTYLB7JXazi+x6ajB75xbBxjQ0zl3p3PuW37Xv4hI3MlIS2ZUn64a4CcxK5RR/ecDi4B/+rdHmdlL4S5MRCRaTRmSw+KyKnbuqQ26FJFWC6Wr/w5gPFAJ4JxbBAwIY00iIlFtcn4OzsE7qzW6X2JPKMFf55yranafTtgjInHrxLwM0lOT1N0vMSmU4C81s8uBRDPLN7P7gDlhrktEJGolJSZw6uBsZq8sRyculVgTSvB/HSjEO0HPU0AV8I1wFiUiEu0m5+ewuaqG1durgy5FpFVCCf5h/iUJSAUuBOaHsygRkWg3OT8bgLdWaDu/xJZQzs73JPAdYAmgQ1WJiAB9MjsyMLsTs1du5/pTNd5ZYkcowb/dOff3sFciIhJjJudn85f3N7C/voEOSYlBlyMSklC6+n9qZg+b2WVmdvGBS9grExGJclOG5FBT18j7a3cGXYpIyEJZ478WGAok82lXvwOeD1dRIiKxYOLALJITjVkrt3PK4OygyxEJSSjBf5JzriDslYiIxJhOHZIY07cbs1eU84Nzg65GJDShdPXPMbNhYa9ERCQGTRmSw9LNu9i+e3/QpYiEJJTgn4h3St7lZrbYzD4ys8XhLkxEJBZMyc8B4O1VOoqfxIZQuvrPCXsVIiIxqrBXFzI7pTB7RTkXjc4LuhyRozpq8Pun5RURkRYkJBinDs5m1spyGhsdCQkWdEkiRxRKV7+IiBzB5Pxsyqv38/GW3UGXInJUCn4RkeM02d/OP3ultvNL9FPwi4gcp9yMVAp6pDNLwS8xQMEvItIGJudnM/+TneyrbQi6FJEjUvCLiLSBKUNyqG1oZN4nFUGXInJECn4RkTYwfkAmKUkJzNJpeiXKKfhFRNpAanIiEwZkaoCfRD0Fv4hIG5mSn8PKbdVsqtwXdCkih6XgFxFpI5OHeGfoe3uluvslein4RUTaSEGPdLqnd9BufRLVFPwiIm3EzJicn8Pbq8ppaHRBlyPSIgW/iEgbmjIkm8q9dSwpqwq6FJEWKfhFRNrQKYO97fwa3S/RSsEvItKGsjt3YHjvLtqfX6KWgl9EpI1Nzs9h4fqd7K6pC7oUkc9Q8IuItLHJ+dnUNzreXbMj6FJEPkPBLyLSxsb260bHlERmrdB2fok+Cn4RkTbWISmRiQOzNMBPopKCX0QkDKbkZ7O2Yi/rK/YGXYrIIRT8IiJhMHlIDoCO4idRR8EvIhIGA7M70btrmrr7Jeoo+EVEwsDMmDIkmzmrKqhvaAy6HJGDFPwiImEyOT+H3fvrWbShMuhSRA4Ka/Cb2TlmttzMVpnZ948w3TQzc2Y2Lpz1iIhE0imDskkwmKXT9EoUCVvwm1kicD9wLjAMuMzMhrUwXTrwDWBeuGoREQlCRsdkTuzTVdv5JaqEc41/PLDKObfGOVcLPANc2MJ0PwP+F6gJYy0iIoGYnJ/Dhxsqqdqrw/dKdAhn8PcGNjS5vdG/7yAzGwP0cc69EsY6REQCMyU/m0YH76xWd79Eh6SgXtjMEoDfANeEMO2NwI0AOTk5lJSUhLW29qa6ulptdgzUbq2nNvushkZHWhL85a3FdKxY/pnH1WatpzY7PuEM/jKgT5Pbef59B6QDw4ESMwPIBV4yswucc+83nZFz7kHgQYCCggJXVFQUxrLbn5KSEtRmrad2az21WcumlL3PkrJdTJ06Ff/77iC1WeupzY5POLv65wP5ZjbAzFKAS4GXDjzonKtyzmU75/o75/oD7wKfCX0RkVg3ZUgOZZX7WFO+J+hSRMIX/M65euAWYCawDJjhnCs1s7vM7IJwva6ISLSZku8fvldn65MoENZt/M65V4FXm913+2GmLQpnLSIiQemT2ZH+WR2ZvbKca08ZEHQ5Eud05D4RkQiYMiSHuasr2F/fEHQpEucU/CIiETA5P4d9dQ0sWLcz6FIkzin4RUQiYOLATJISjNk6fK8ETMEvIhIB6anJjOnXTYfvlcAp+EVEImRKfjZLynZRXr0/6FIkjin4RUQiZLK/W987q9TdL8FR8IuIRMjw3hl065jMrBUKfgmOgl9EJEISE4xTBmcze+V2nHNBlyNxSsEvIhJBU/Jz2LZ7P8u37g66FIlTCn4RkQiaPCQbgNnq7peAKPhFRCKoZ0Ya+d07M0u79UlAFPwiIhE2ZUgO8z7ZQU2dDt8rkafgFxGJsMn52dTWN/LeJzuCLkXikIJfRCTCJgzIIiUpQafplUAo+EVEIiwtJZHx/TN13H4JhIJfRCQAk/OzWb51NztrGoMuReKMgl9EJAAHDt+7pFwD/CSyFPwiIgE4oWc62Z07UFqh4JfIUvCLiATAzJiSn01peQONjTp8r0SOgl9EJCCTh2Szuw5KN+0KuhSJIwp+EZGAnDrY286vo/hJJCn4RUQCkpPegb7pCcxW8EsEKfhFRAI0PDuRBet2smd/fdClSJxQ8IuIBGh4diJ1DY5311QEXYrECQW/iEiA8rslkJacqMP3SsQo+EVEApScYEwcqMP3SuQo+EVEAjY5P4c15XvYsCYvfusAABrISURBVGNv0KVIHFDwi4gEbMqQbACt9UtEKPhFRAI2KKczPTNSeWeVgl/CT8EvIhIwM+PkgVm8u6YC53T4XgkvBb+ISBSYOCiLij21rNhaHXQp0s4p+EVEosDJA7MAmLta3f0SXgp+EZEo0CezI3nd0pirA/lImCn4RUSixMkDs5j3yQ6dplfCSsEvIhIlTh6Uxf9v786D46zvPI9/vmpd1mVJLVktLB9qGZ8y2NgYNwTiITG2IOOQFJMQZkhIbSDnbrZIdpYhs8kmW7Nbk2xls5t12GVDNuNAwhAGGIbYBmbAyQZsfCEjG5/4km/LsmxJtmUdv/1DbWOMD7XUraefft6vKhdSd1v66FcuPurf8Txtp7q1+RC36UXqUPwAkCZidefW+ZnuR+pQ/ACQJqpHjtD4cAE37EFKUfwAkEZidRV6a1erelnnR4pQ/ACQRmJ1YbWf6dGmAye8joIMRfEDQBqZGy2XJL3JOj9ShOIHgDQyqjhfE0YVscEPKUPxA0CaiUXDWrO7Vd29fV5HQQai+AEgzcTqwjp1tlfv7GOdH8lH8QNAmpkbv24/x/qQChQ/AKSZ8sJcTY4Us86PlKD4ASANzY2GtXZPq7p6er2OggxD8QNAGorVhXWmu08bmlnnR3JR/ACQhubWhmXGdfuRfBQ/AKShkQU5mlpdopU7W7yOggxD8QNAmopFw1q/t01nulnnR/JQ/ACQpmJ1YZ3t6dP6vce9joIMQvEDQJqaU1uuUJZpFev8SCKKHwDSVHF+jupHj9RKLuSDJKL4ASCNxaJhNTa36dTZHq+jIENQ/ACQxmJ1YXX3Oq3dzTo/koPiB4A0NntcmbKzjOl+JA3FDwBprDAvW9ePKeVCPkgaih8A0lwsGlbT/hPq6GKdH0NH8QNAmovVhdXb57RmV6vXUZABKH4ASHOzxpUpN5TFOj+SguIHgDSXnxPSjLGs8yM5KH4A8IFYNKxNB07oxOlur6PA5yh+APCBWF1YfU5azTo/hojiBwAfmDm2VHnZWUz3Y8gofgDwgbzskGaNK2ODH4aM4gcAn4hFw9p88KSOd571Ogp8jOIHAJ+4eUJYkrSKd/0YAoofAHziuppSFeSGmO7HkFD8AOATOaEszR5fzgY/DAnFDwA+EouGtf1Ih462d3kdBT5F8QOAj8TqWOfH0FD8AOAj9deUqCgvm3V+DBrFDwA+kh3K0pzacq1inR+DRPEDgM/EomHtbOnU4ZNnvI4CH6L4AcBnzq3zs7sfg0HxA4DPTKkuUUl+NsWPQaH4AcBnQlmmm6JhNvhhUCh+APChWDSsva2ntL/ttNdR4DMUPwD4EOv8GCyKHwB8aFJVscoKcih+JIziBwAfysoyxerCWvlei5xzXseBj1D8AOBTsWhYB06c0d7WU15HgY9Q/ADgU6zzYzAofgDwqbrKIlUW53GsDwmh+AHAp8xMc6NhrXzvGOv8GDCKHwB8LBYN60h7l3a2dHodBT5B8QOAj7HOj0RR/ADgY+PDBYqU5LPOjwGj+AHAx8z6z/O/tZN1fgwMxQ8APheLhtXScVbbj3R4HQU+QPEDgM+xzo9EpLT4zWyhmW01sx1m9sglnv+KmTWZWaOZ/dHMpqYyDwBkojHlBRpdOoLix4CkrPjNLCRpsaQGSVMlfe4Sxf5r59x059wMST+U9ONU5QGATBarC2vVrmPq62OdH1eWynf8cyTtcM7tdM6dlfS0pE9e+ALn3MkLPi2UxL9YABiEWDSstlPd2nKo3esoSHOpLP7Rkpov+Hxf/LEPMLOvm9l76n/H/29SmAcAMta5df4332vxOAnSXbbXAZxziyUtNrP7JP21pC9c/Boze0jSQ5JUWVmpFStWDGtGv+vo6GDMBoFxSxxjlrhkjllVgeml1ds0oXdvUr5euuLf2dCksvj3Sxpzwec18ccu52lJj13qCefc45Iel6RJkya5efPmJSliMKxYsUKMWeIYt8QxZolL5pjd3vqOXnrnoG697aMKZVlSvmY64t/Z0KRyqn+NpGvNrNbMciXdK+nFC19gZtde8OldkranMA8AZLS50bDaz/Ro04ETXkdBGktZ8TvneiR9Q9LLkjZLesY5t8nMfmBmi+Iv+4aZbTKzRkkP6xLT/ACAgYlFOc+Pq0vpGr9zbqmkpRc99t0LPv5mKr8/AATJqJJ81VUWauXOY/ryR+u8joM0xZX7ACCDxOrCWrOrVd29fV5HQZqi+AEgg8SiFeo826um/azz49IofgDIIHOj5ZJY58flUfwAkEHCRXmaVFWsVTspflwaxQ8AGSZWF9ba3cd1tod1fnwYxQ8AGWZuNKzT3b3asK/N6yhIQxQ/AGSYudFymbHOj0uj+AEgw5QW5GpKpIQb9uCSKH4AyEA314W1fm+bznT3eh0FaYbiB4AMFKsL62xPn9bvPe51FKQZih8AMtCNteXKMmkV6/y4CMUPABmoJD9H00eP1ErO8+MiFD8AZKi5dWE1Nrfp9FnW+fE+ih8AMlQsGlZ3r9PaPa1eR0EaofgBIEPdOL5c2VnGeX58AMUPABmqMC9b19Wwzo8PovgBIIPF6sJ6Z98JdXT1eB0FaYLiB4AMFotWqLfPac1u1vnRj+IHgAw2a1yZckLGeX6cR/EDQAYbkRvSzDFlrPPjPIofADLc3LqwNu4/oROnu72OgjRA8QNAhotFw+pz0updrPOD4geAjDdzbKnysrP0x+1HvY6CNEDxA0CGy88J6baJlXp502H19Tmv48BjFD8ABMCd0yM6dPKMGve1eR0FHqP4ASAAPjalSjkh07Kmg15HgccofgAIgJL8HH1kQoWWNh2Sc0z3BxnFDwAB0TC9WvvbTmvj/pNeR4GHKH4ACIg7plYpO8u0dCPT/UFG8QNAQJQW5CpWF9aypoNM9wcYxQ8AAdJQX63dx05py6F2r6PAIxQ/AATIHdOqlGVid3+AUfwAECAVRXmaU1uupRsPeR0FHqH4ASBg7pxerR1HOrT9MNP9QUTxA0DALJgWkZm0jHf9gUTxA0DAVJXka9bYMi1lnT+QKH4ACKCG6dXacqhdu1o6vY6CYUbxA0AALayPSJKWcTGfwKH4ASCARpeO0PVjSrWsiXX+oKH4ASCg7qyPqGn/CTW3nvI6CoYRxQ8AAdVQXy1JWs7u/kCh+AEgoMaGCzTtmhJu2hMwFD8ABNid06v19t42HTxx2usoGCYUPwAEWEN8dz/T/cFB8QNAgEUrizSpqpir+AUIxQ8AAdcwPaI1u1t1pP2M11EwDCh+AAi4O6dXyznp5U2HvY6CYUDxA0DAXTuqSNHKQi1nd38gUPwAEHBmpjvrq7VqZ6uOdXR5HQcpRvEDANQwPaLePqdX32W6P9NR/AAATa0u0djyAnb3BwDFDwCQmalhekRv7GjRiVPdXsdBClH8AABJ0p311erpc3p1M9P9mYziBwBIkq6rGanRpSPY3Z/hKH4AgKT+6f6F9RH9YVuL2s8w3Z+pKH4AwHkN9RGd7e3Ta1uOeB0FKULxAwDOu2FsmUYV52lZE7v7MxXFDwA4LyvL1FAf0etbj6izq8frOEgBih8A8AEL66vV1dOnFVuPeh0FKUDxAwA+YE5tucKFuVrG7v6MRPEDAD4glGVaUB/Ra1uO6Ex3r9dxkGQUPwDgQxrqIzp1tle/38Z0f6ah+AEAHzI3GlZpQY6Wc+3+jEPxAwA+JCeUpTumVumf3z2srh6m+zMJxQ8AuKSG+mq1d/XojR0tXkdBElH8AIBLunlCWMX52VzMJ8NQ/ACAS8rLDmn+lCq98u5hdff2eR0HSULxAwAua2F9RCdOd2vVzmNeR0GSUPwAgMu6bWKlCnNDWsp0f8ag+AEAl5WfE9LtU6r0yqZD6u1zXsdBElD8AIAraqiP6FjnWa3e1ep1FCQBxQ8AuKJ5kyqVn5PFtfszBMUPALiigtxs/cmkUVq+8ZD6mO73PYofAHBVC+sjOtLepfV7j3sdBUNE8QMArur2yaOUm53F7v4MQPEDAK6qOD9Ht11bqeUbD8o5pvv9jOIHAAxIQ31EB06c0YZ9J7yOgiGg+AEAA/LxKVXKCZmWNbG7388ofgDAgIwsyNEtEyq0lOl+X6P4AQAD1lAfUXPraW06cNLrKBgkih8AMGDzp0YUyjIu5uNjFD8AYMDKC3MVi4a1rOkQ0/0+RfEDABKysD6inS2d2na4w+soGASKHwCQkAXTIjKTlrK735cofgBAQiqL8zRnfDnr/D5F8QMAEtZQH9G2wx3acYTpfr+h+AEACVtYXy1JWs67ft+h+AEACYuMzNescWXctMeHKH4AwKA01Ef07sGT2nOs0+soSADFDwAYlIX1EUnSso286/cTih8AMCg1ZQW6vmYkN+3xmZQWv5ktNLOtZrbDzB65xPMPm9m7ZvaOmf2LmY1LZR4AQHItrK/Whn0ntO/4Ka+jYIBSVvxmFpK0WFKDpKmSPmdmUy962duSZjvnrpP0rKQfpioPACD5GuLT/cuZ7veNVL7jnyNph3Nup3PurKSnJX3ywhc45153zp37NXGVpJoU5gEAJNn4ikJNqS6h+H0kO4Vfe7Sk5gs+3yfppiu8/l9JWnapJ8zsIUkPSVJlZaVWrFiRpIjB0NHRwZgNAuOWOMYscZkwZlOKzuq57d16fvlrKstP/daxTBgzL6Wy+AfMzP5C0mxJH73U8865xyU9LkmTJk1y8+bNG75wGWDFihVizBLHuCWOMUtcJoxZzdQOPffj3+tA3lh9at6ElH+/TBgzL6XyV7P9ksZc8HlN/LEPMLOPS/qOpEXOua4U5gEApMCEUUX62ORR+m+vbtMbO1q8joOrSGXxr5F0rZnVmlmupHslvXjhC8xspqT/rf7SP5LCLACAFPrJvTM0YVSRvvLkOm0/3O51HFxByorfOdcj6RuSXpa0WdIzzrlNZvYDM1sUf9mPJBVJ+q2ZNZrZi5f5cgCANFacn6MnHrhR+TkhffGXa3S0nQncdJXSXRjOuaXOuYnOuTrn3N/EH/uuc+7F+Mcfd85VOedmxP8suvJXBACkq9GlI/TEF2arpaNLDy5ZqzPdvV5HwiVw5T4AQNJcV1Oq/37vTG3Y16ZvPbNBfX3O60i4CMUPAEiqBdMierRhin7XdFA/emWr13FwkbQ4zgcAyCxfurVWu4916rEV76k2XKjP3Djm6n8Jw4LiBwAknZnp+4umqfn4aT36fJNGl43QLRMqvI4FMdUPAEiR7FCWFt83U3WVHPNLJxQ/ACBlivNz9Isvvn/Mr6WDY35eo/gBACnFMb/0QvEDAFLuuppS/eSzM9XYzDE/r1H8AIBhsbD+/WN+/5Vjfp5hVz8AYNh86dZa7TrWqZ+teE/jOebnCYofADBszh/zaz3FMT+PMNUPABhWOaEsLf7zG84f89txJDOP+Tnn1LTvhP7TS+9q3o9e11d+tU5v7miRc97ub+AdPwBg2JXk5+iJB2br7sVv6ou/XKPnv3aLKoryvI6VFHuOdeqFtw/oHzfs186jncoJmeZGw3pr1zEt33RIE0YV6f654/TpG0arOD9n2PNR/AAAT9SUFeiJL8zWZx9fqQeXrNVvHpyr/JyQ17EG5Wh7l373zgG90HhAjc1tkqSbasv14K1RNdRHVFqQqzPdvXrpnYP61crd+t6Lm/TD5Vv0qRtG6/654zUpUjxsWSl+AIBnrh/Tf8zvq0+t07d+u0E/vXemsrLM61gD0tHVo1c2HdILjQf0xo4W9fY5Taku0SMNk7Xo+mt0TemID7w+Pyeke2bV6J5ZNdrQ3KZfrdqjZ9bu05Or9mpObbk+HxunBdMiygmldhWe4gcAeGphfUR/1TBZ/3npFo0PF+jfLZjsdaTLOtvTpz9sO6oXGvfrnzcf1pnuPo0uHaEv3xbV3TNHa2LVwN65Xz+mVNePKdV37pyiZ9Y268m39ugbv35bo4rz9Lk5Y3XfTWNVVZKfkp+B4gcAeO7BW6Pa1XJKi19/T+PChfrM7PQ55tfX57Ru73G98PZ+/a7poNpOdausIEf3zKrR3TNG64axZYOepSgrzNWXP1qnL90a1e+3HdGSlXv0P17brsWv79CCaRHdHxunm2rLZZa8WRCKHwDgOTPTDz45TfuOn9KjzzWppnSEbvb4mN/WQ+16oXG/Xmw8oP1tp5Wfk6X5UyO6e8Y1uvXaSuVmJ29KPpRlun1ylW6fXKU9xzr1ZHwZ4HdNBzWxqkj3x8brUzNHqyhv6LVN8QMA0sK5Y373PPamvvLkOj33tZs1YdTwbXqTpP1tp/Vi4wH9Y+N+bTnUrlCW6SMTKvTtBRN1x9SICpNQvFczLlyo79w1VQ/Pn6R/2nBAS1bt1n94YaP+dtkWffqG0fp8bNyQxoXiBwCkjZL8HP3igRuH5Zifc06HT3Zp59EObT3crmUbD2n1rlZJ0syxpfr+omm667pqz44ZjsgN6TM3jtGfza5RY3ObfrVyj55e3awlK/coFg3r87Fxmj+1StkJbgak+AEAaaWmrEA//8Js3fv4Sj20ZK1+PcRjfu1nurWrpVM7j3ZqZ0undh7t0K6WTu1q6dSps+/fKbCuslDfmj9Ri2Zco3HhwmT8KElhZpo5tkwzx5bpO3dN0d+vbdZTq/bqq0+tV6QkX/fdNFb3zhn4ngiKHwCQdmaMKdVPPjtDX31q/YCO+XX39qm59dQFBd9xvuiPtnedf12W9f9iUVtRqDm15YpWFilaUahoZaEiJflJ3USXCuGiPH1t3gR9+bY6vbbliJas3K0fv7pNP31t+4C/BsUPAEhLC+ur9cjCyfovy/qP+X37jkk62tGlra29Orh6b7zk+wt+b+sp9Vxwq9/ywlzVVhRq3sRKRSuLVFtRqLrKQo0NFygv258XCbpQKMs0f2qV5k+t0s6jHXpy1V59b4B/l+IHAKSth26Lavex/mN+S97co/aunv4nVjcpNztLteFCTYoUq2F6RLUVRYpWFipaUajSglxvgw+jaGWRvvunUyl+AID/nTvmFy7M1ckz3YpWFKrj4Hv65O03a3TpCN9c5S+dUPwAgLSWE8rStxdMOv/5ihV7NKa8wMNE/sZteQEACBCKHwCAAKH4AQAIEIofAIAAofgBAAgQih8AgACh+AEACBCKHwCAAKH4AQAIEIofAIAAofgBAAgQih8AgACh+AEACBCKHwCAAKH4AQAIEIofAIAAofgBAAgQih8AgACh+AEACBCKHwCAAKH4AQAIEIofAIAAofgBAAgQih8AgACh+AEACBCKHwCAAKH4AQAIEIofAIAAofgBAAgQih8AgACh+AEACBCKHwCAADHnnNcZEmJm7ZK2ep3DZyoktXgdwocYt8QxZoljzBLHmF3aOOdc5dVelD0cSZJsq3Nuttch/MTM1jJmiWPcEseYJY4xSxxjNjRM9QMAECAUPwAAAeLH4n/c6wA+xJgNDuOWOMYscYxZ4hizIfDd5j4AADB4fnzHDwAABsk3xW9mvzCzI2a20essfmFmY8zsdTN718w2mdk3vc6U7sws38xWm9mG+Jh93+tMfmFmITN728xe8jqLX5jZbjNrMrNGM1vrdR4/MLNSM3vWzLaY2WYzi3mdyW98M9VvZrdJ6pC0xDlX73UePzCzaknVzrn1ZlYsaZ2ku51z73ocLW2ZmUkqdM51mFmOpD9K+qZzbpXH0dKemT0sabakEufcJ7zO4wdmtlvSbOccZ9IHyMz+TtL/c8793MxyJRU459q8zuUnvnnH75z7g6RWr3P4iXPuoHNuffzjdkmbJY32NlV6c/064p/mxP/447djD5lZjaS7JP3c6yzIXGY2UtJtkp6QJOfcWUo/cb4pfgyNmY2XNFPSW94mSX/xKetGSUckveqcY8yu7ieS/lJSn9dBfMZJesXM1pnZQ16H8YFaSUcl/d/4stLPzazQ61B+Q/EHgJkVSfoHSf/WOXfS6zzpzjnX65ybIalG0hwzY2npCszsE5KOOOfWeZ3Fhz7inLtBUoOkr8eXNHF52ZJukPSYc26mpE5Jj3gbyX8o/gwXX6f+B0lPOeee8zqPn8SnEF+XtNDrLGnuFkmL4uvVT0u63cye9DaSPzjn9sf/e0TS85LmeJso7e2TtO+CWbhn1f+LABJA8Wew+Ea1JyRtds792Os8fmBmlWZWGv94hKT5krZ4myq9Oef+yjlX45wbL+leSa855/7C41hpz8wK45tuFZ+uvkMSp5auwDl3SFKzmU2KP/QxSWxWTpBvbtJjZr+RNE9ShZntk/Q959wT3qZKe7dIul9SU3zNWpIedc4t9TBTuquW9HdmFlL/L8bPOOc4noZUqJL0fP/v58qW9Gvn3HJvI/nCv5b0VHxH/05JX/Q4j+/45jgfAAAYOqb6AQAIEIofAIAAofgBAAgQih8AgACh+AEACBCKHwCAAKH4AXyImT1gZtcM4HW/NLN7rvD8CjObndx0AIaC4gdwKQ9IumrxA/Afih8IADMbb2ZbzOwpM9tsZs+aWYGZzTKz38fvDveymVXH38HPVv/V0RrNbISZfdfM1pjZRjN7PH456EQz3GFmK81svZn9Nn7zKJnZbjP7fvzxJjObnOyfH8D7KH4gOCZJ+plzboqkk5K+Lumnku5xzs2S9AtJf+Oce1bSWkl/7pyb4Zw7Lel/OududM7VSxoh6ROJfGMzq5D015I+Hr8b3VpJD1/wkpb4449J+vaQfkoAV+Sba/UDGLJm59wb8Y+flPSopHpJr8bfwIckHbzM3/0TM/tLSQWSyiVtkvRPCXzvuZKmSnoj/r1yJa284Plzd45cJ+nTCXxdAAmi+IHguPjGHO2SNjnnYlf6S2aWL+lnkmY755rN7D9Kyk/we5ukV51zn7vM813x//aK/y8BKcVUPxAcY83sXMnfJ2mVpMpzj5lZjplNiz/fLqk4/vG5km+Jr8tfdhf/FaySdIuZTYh/r0IzmziYHwLA0FD8QHBslfR1M9ssqUzx9X1Jf2tmGyQ1Sro5/tpfSvpf8ds5d0n6P+q/V/zLktYk+o2dc0fVf1LgN2b2jvqn+dnEB3iA2/ICAWBm4yW9FN+cByDAeMcPAECA8I4fwJCZ2fOSai96+N875172Ig+Ay6P4AQAIEKb6AQAIEIofAIAAofgBAAgQih8AgACh+AEACJD/D5CGGd4KS34lAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# h2o multinomial PDP class versicolor\n",
    "data = model.partial_plot(data=iris, cols=[\"petal_len\"], plot_stddev=False, plot=True, targets=[\"Iris-versicolor\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# h2o multinomial PDP class virginica\n",
    "data = model.partial_plot(data=iris, cols=[\"petal_len\"], plot_stddev=False, plot=True, targets=[\"Iris-virginica\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# h2o multinomial PDP all classes\n",
    "data = model.partial_plot(data=iris, cols=[\"petal_len\"], plot_stddev=False, plot=True, targets=[\"Iris-setosa\", \"Iris-versicolor\", \"Iris-virginica\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# h2o multinomial PDP all classes with stddev\n",
    "data = model.partial_plot(data=iris, cols=[\"petal_len\"], plot_stddev=True, plot=True, targets=[\"Iris-setosa\", \"Iris-versicolor\", \"Iris-virginica\"])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
